teddy.raw.analysis

Dataset statistics

Number of variables	11
Number of observations	322773
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	3563
Duplicate rows (%)	1.1%
Total size in memory	27.1 MiB
Average record size in memory	88.0 B

Variable types

Numeric	11

Alerts

Dataset has 3563 (1.1%) duplicate rows	Duplicates
`u` is highly correlated with `g` and 6 other fields	High correlation
`g` is highly correlated with `u` and 7 other fields	High correlation
`r` is highly correlated with `u` and 7 other fields	High correlation
`i` is highly correlated with `u` and 7 other fields	High correlation
`z` is highly correlated with `u` and 7 other fields	High correlation
`uErr` is highly correlated with `u` and 7 other fields	High correlation
`gErr` is highly correlated with `u` and 8 other fields	High correlation
`rErr` is highly correlated with `u` and 8 other fields	High correlation
`iErr` is highly correlated with `g` and 7 other fields	High correlation
`zErr` is highly correlated with `gErr` and 2 other fields	High correlation
`u` is highly correlated with `g` and 5 other fields	High correlation
`g` is highly correlated with `u` and 5 other fields	High correlation
`r` is highly correlated with `u` and 5 other fields	High correlation
`i` is highly correlated with `u` and 5 other fields	High correlation
`z` is highly correlated with `u` and 5 other fields	High correlation
`uErr` is highly correlated with `u` and 5 other fields	High correlation
`gErr` is highly correlated with `u` and 6 other fields	High correlation
`rErr` is highly correlated with `gErr` and 1 other fields	High correlation
`iErr` is highly correlated with `rErr`	High correlation
`u` is highly correlated with `g` and 5 other fields	High correlation
`g` is highly correlated with `u` and 6 other fields	High correlation
`r` is highly correlated with `u` and 6 other fields	High correlation
`i` is highly correlated with `u` and 6 other fields	High correlation
`z` is highly correlated with `u` and 6 other fields	High correlation
`uErr` is highly correlated with `u` and 6 other fields	High correlation
`gErr` is highly correlated with `u` and 7 other fields	High correlation
`rErr` is highly correlated with `g` and 7 other fields	High correlation
`iErr` is highly correlated with `gErr` and 2 other fields	High correlation
`zErr` is highly correlated with `rErr` and 1 other fields	High correlation
`u` is highly correlated with `g` and 4 other fields	High correlation
`g` is highly correlated with `u` and 6 other fields	High correlation
`r` is highly correlated with `u` and 6 other fields	High correlation
`i` is highly correlated with `u` and 5 other fields	High correlation
`z` is highly correlated with `u` and 3 other fields	High correlation
`uErr` is highly correlated with `u`	High correlation
`gErr` is highly correlated with `g` and 3 other fields	High correlation
`rErr` is highly correlated with `g` and 4 other fields	High correlation
`iErr` is highly correlated with `g` and 5 other fields	High correlation
`zErr` is highly correlated with `iErr`	High correlation
`rErr` is highly skewed (γ1 = 55.03254176)	Skewed
`iErr` is highly skewed (γ1 = 90.4813831)	Skewed
`zErr` is highly skewed (γ1 = 173.1138733)	Skewed

Reproduction

Analysis started	2022-02-27 19:47:21.898757
Analysis finished	2022-02-27 19:47:54.580116
Duration	32.68 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

ID
Real number (ℝ_≥0)

Distinct	319208
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.237664597 × 10¹⁸

Minimum	1.23764588 × 10¹⁸
Maximum	1.237680531 × 10¹⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 MiB

Quantile statistics

Minimum	1.23764588 × 10¹⁸
5-th percentile	1.237651497 × 10¹⁸
Q1	1.237658492 × 10¹⁸
median	1.237663783 × 10¹⁸
Q3	1.237668298 × 10¹⁸
95-th percentile	1.237679543 × 10¹⁸
Maximum	1.237680531 × 10¹⁸
Range	3.465177858 × 10¹³
Interquartile range (IQR)	9.805951467 × 10¹²

Descriptive statistics

Standard deviation	8.395528755 × 10¹²
Coefficient of variation (CV)	6.783363419 × 10^-6
Kurtosis	-0.5681399988
Mean	1.237664597 × 10¹⁸
Median Absolute Deviation (MAD)	4.713715729 × 10¹²
Skewness	0.3629541432
Sum	2.025449374 × 10¹⁸
Variance	7.048490308 × 10²⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.237663543 × 10¹⁸	4	< 0.1%
1.237663234 × 10¹⁸	2	< 0.1%
1.2376786 × 10¹⁸	2	< 0.1%
1.237657595 × 10¹⁸	2	< 0.1%
1.237660242 × 10¹⁸	2	< 0.1%
1.23766829 × 10¹⁸	2	< 0.1%
1.23766743 × 10¹⁸	2	< 0.1%
1.237648722 × 10¹⁸	2	< 0.1%
1.237648722 × 10¹⁸	2	< 0.1%
1.237678879 × 10¹⁸	2	< 0.1%
Other values (319198)	322751	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.23764588 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%

Value	Count	Frequency (%)
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%

u
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	298932
Distinct (%)	92.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.9556061

Minimum	11.754014
Maximum	30.553564
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 MiB

Quantile statistics

Minimum	11.754014
5-th percentile	19.5969708
Q1	21.054209
median	22.023914
Q3	22.774895
95-th percentile	24.3006932
Maximum	30.553564
Range	18.79955
Interquartile range (IQR)	1.720686

Descriptive statistics

Standard deviation	1.437346452
Coefficient of variation (CV)	0.06546603387
Kurtosis	1.308288606
Mean	21.9556061
Median Absolute Deviation (MAD)	0.848509
Skewness	0.01677101489
Sum	7086676.847
Variance	2.065964824
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.16309	5	< 0.1%
22.265358	5	< 0.1%
21.833239	5	< 0.1%
23.041296	5	< 0.1%
21.812965	5	< 0.1%
21.646328	4	< 0.1%
23.602564	4	< 0.1%
21.904016	4	< 0.1%
22.750834	4	< 0.1%
23.156593	4	< 0.1%
Other values (298922)	322728	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.754014	1	< 0.1%
12.345327	1	< 0.1%
12.458881	1	< 0.1%
13.230087	1	< 0.1%
13.356975	1	< 0.1%
13.587913	1	< 0.1%
13.882559	1	< 0.1%
13.946134	1	< 0.1%
13.984825	1	< 0.1%
14.093331	1	< 0.1%

Value	Count	Frequency (%)
30.553564	1	< 0.1%
28.827219	1	< 0.1%
28.809177	1	< 0.1%
28.111626	1	< 0.1%
27.910955	1	< 0.1%
27.908926	1	< 0.1%
27.761436	1	< 0.1%
27.746222	1	< 0.1%
27.733286	1	< 0.1%
27.712788	1	< 0.1%

g
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	299157
Distinct (%)	92.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.19373151

Minimum	11.576696
Maximum	30.612074
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 MiB

Quantile statistics

Minimum	11.576696
5-th percentile	17.9577148
Q1	19.195459
median	20.370577
Q3	21.164747
95-th percentile	22.1619626
Maximum	30.612074
Range	19.035378
Interquartile range (IQR)	1.969288

Descriptive statistics

Standard deviation	1.348269284
Coefficient of variation (CV)	0.0667667233
Kurtosis	0.2008340482
Mean	20.19373151
Median Absolute Deviation (MAD)	0.942066
Skewness	-0.385922947
Sum	6517991.299
Variance	1.817830062
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.903942	5	< 0.1%
21.640287	5	< 0.1%
21.550108	5	< 0.1%
20.772346	5	< 0.1%
21.313578	5	< 0.1%
20.416983	5	< 0.1%
21.074636	4	< 0.1%
19.749283	4	< 0.1%
20.735598	4	< 0.1%
18.640408	4	< 0.1%
Other values (299147)	322727	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.576696	1	< 0.1%
12.129926	1	< 0.1%
12.27673	1	< 0.1%
12.551465	1	< 0.1%
12.704343	1	< 0.1%
12.912142	1	< 0.1%
12.922514	1	< 0.1%
12.953435	1	< 0.1%
13.014481	1	< 0.1%
13.034089	1	< 0.1%

Value	Count	Frequency (%)
30.612074	1	< 0.1%
29.717215	1	< 0.1%
27.497858	1	< 0.1%
26.724417	1	< 0.1%
26.632187	1	< 0.1%
26.397114	1	< 0.1%
26.121351	1	< 0.1%
25.969074	1	< 0.1%
25.873743	1	< 0.1%
25.741123	1	< 0.1%

r
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	296257
Distinct (%)	91.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.6947964

Minimum	11.48799
Maximum	29.998732
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 MiB

Quantile statistics

Minimum	11.48799
5-th percentile	16.9483346
Q1	17.80587
median	18.713923
Q3	19.446276
95-th percentile	20.5818964
Maximum	29.998732
Range	18.510742
Interquartile range (IQR)	1.640406

Descriptive statistics

Standard deviation	1.15810765
Coefficient of variation (CV)	0.06194812855
Kurtosis	0.1326534155
Mean	18.6947964
Median Absolute Deviation (MAD)	0.817866
Skewness	-0.07090050216
Sum	6034175.517
Variance	1.34121333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.615803	5	< 0.1%
18.862406	5	< 0.1%
18.731112	5	< 0.1%
18.951262	5	< 0.1%
18.712122	5	< 0.1%
18.734707	5	< 0.1%
18.918041	4	< 0.1%
17.702974	4	< 0.1%
18.843317	4	< 0.1%
18.761862	4	< 0.1%
Other values (296247)	322727	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.48799	1	< 0.1%
11.550475	1	< 0.1%
11.657546	1	< 0.1%
11.762335	1	< 0.1%
11.884485	1	< 0.1%
11.946547	1	< 0.1%
12.018159	1	< 0.1%
12.22333	1	< 0.1%
12.245132	1	< 0.1%
12.391564	1	< 0.1%

Value	Count	Frequency (%)
29.998732	1	< 0.1%
29.346752	1	< 0.1%
27.399418	1	< 0.1%
25.801075	1	< 0.1%
24.835089	1	< 0.1%
24.755783	1	< 0.1%
24.755745	1	< 0.1%
24.750845	1	< 0.1%
24.749956	1	< 0.1%
24.746508	1	< 0.1%

i
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	293614
Distinct (%)	91.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.06889016

Minimum	11.023721
Maximum	29.780376
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 MiB

Quantile statistics

Minimum	11.023721
5-th percentile	16.4923452
Q1	17.294764
median	18.107769
Q3	18.757929
95-th percentile	19.679493
Maximum	29.780376
Range	18.756655
Interquartile range (IQR)	1.463165

Descriptive statistics

Standard deviation	1.026973179
Coefficient of variation (CV)	0.05683653889
Kurtosis	0.5164648773
Mean	18.06889016
Median Absolute Deviation (MAD)	0.731504
Skewness	-0.1562017704
Sum	5832149.885
Variance	1.054673909
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.741577	5	< 0.1%
17.426584	5	< 0.1%
18.749388	5	< 0.1%
18.375607	5	< 0.1%
17.120773	5	< 0.1%
18.409409	5	< 0.1%
16.943998	5	< 0.1%
18.05155	5	< 0.1%
18.359179	5	< 0.1%
18.372072	4	< 0.1%
Other values (293604)	322724	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.023721	1	< 0.1%
11.171733	1	< 0.1%
11.22397	1	< 0.1%
11.303094	1	< 0.1%
11.486779	1	< 0.1%
11.847364	1	< 0.1%
11.913856	1	< 0.1%
11.92277	1	< 0.1%
11.995991	1	< 0.1%
12.019981	1	< 0.1%

Value	Count	Frequency (%)
29.780376	1	< 0.1%
27.96781	1	< 0.1%
25.775478	1	< 0.1%
24.723509	1	< 0.1%
24.591396	1	< 0.1%
24.410803	1	< 0.1%
24.401884	1	< 0.1%
24.339972	1	< 0.1%
24.338566	1	< 0.1%
24.331234	1	< 0.1%

z
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	292925
Distinct (%)	90.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.70271177

Minimum	10.680226
Maximum	28.568005
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 MiB

Quantile statistics

Minimum	10.680226
5-th percentile	16.1626814
Q1	16.960899
median	17.735628
Q3	18.366991
95-th percentile	19.2754992
Maximum	28.568005
Range	17.887779
Interquartile range (IQR)	1.406092

Descriptive statistics

Standard deviation	1.003498809
Coefficient of variation (CV)	0.05668616322
Kurtosis	0.7074093405
Mean	17.70271177
Median Absolute Deviation (MAD)	0.704908
Skewness	-0.1104614452
Sum	5713957.385
Variance	1.007009859
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.745577	5	< 0.1%
17.211178	5	< 0.1%
18.095423	5	< 0.1%
18.560989	5	< 0.1%
18.157446	5	< 0.1%
16.892282	5	< 0.1%
17.940506	5	< 0.1%
17.036549	4	< 0.1%
17.5793	4	< 0.1%
17.098827	4	< 0.1%
Other values (292915)	322726	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.680226	1	< 0.1%
10.902326	1	< 0.1%
10.932217	1	< 0.1%
10.971477	1	< 0.1%
11.148276	1	< 0.1%
11.52019	1	< 0.1%
11.540811	1	< 0.1%
11.54752	1	< 0.1%
11.591019	1	< 0.1%
11.687567	1	< 0.1%

Value	Count	Frequency (%)
28.568005	1	< 0.1%
27.737377	1	< 0.1%
24.666559	1	< 0.1%
24.346718	1	< 0.1%
24.117994	1	< 0.1%
23.650806	1	< 0.1%
23.553709	1	< 0.1%
23.539772	1	< 0.1%
23.521828	1	< 0.1%
23.491987	1	< 0.1%

uErr
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	319208
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4093736363

Minimum	0.01319976295
Maximum	6.87985948
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 MiB

Quantile statistics

Minimum	0.01319976295
5-th percentile	0.06370328239
Q1	0.1791127415
median	0.3379753453
Q3	0.5511080839
95-th percentile	1.005467645
Maximum	6.87985948
Range	6.866659717
Interquartile range (IQR)	0.3719953424

Descriptive statistics

Standard deviation	0.3115871382
Coefficient of variation (CV)	0.7611314227
Kurtosis	6.775853907
Mean	0.4093736363
Median Absolute Deviation (MAD)	0.177190116
Skewness	1.779470671
Sum	132134.7567
Variance	0.09708654468
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2168783935	4	< 0.1%
0.6244272516	2	< 0.1%
0.1314960336	2	< 0.1%
0.09819452791	2	< 0.1%
0.6659425862	2	< 0.1%
0.1566778888	2	< 0.1%
0.1839097613	2	< 0.1%
1.036953182	2	< 0.1%
0.2816459403	2	< 0.1%
0.6611182425	2	< 0.1%
Other values (319198)	322751	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01319976295	1	< 0.1%
0.01335124523	1	< 0.1%
0.01373493225	1	< 0.1%
0.01378111571	1	< 0.1%
0.01401705579	1	< 0.1%
0.01419630977	1	< 0.1%
0.0142992412	1	< 0.1%
0.01437876316	1	< 0.1%
0.01441737656	1	< 0.1%
0.01455504511	1	< 0.1%

Value	Count	Frequency (%)
6.87985948	1	< 0.1%
6.742928143	1	< 0.1%
5.624479585	1	< 0.1%
5.087197718	1	< 0.1%
4.385355573	1	< 0.1%
4.187609544	1	< 0.1%
4.105101217	1	< 0.1%
4.009547602	1	< 0.1%
4.000261639	1	< 0.1%
3.95019859	1	< 0.1%

gErr
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	319208
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09043704363

Minimum	0.02266076487
Maximum	6.429339305
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 MiB

Quantile statistics

Minimum	0.02266076487
5-th percentile	0.03282268764
Q1	0.04590849561
median	0.07180088384
Q3	0.109452749
95-th percentile	0.2038583536
Maximum	6.429339305
Range	6.40667854
Interquartile range (IQR)	0.06354425342

Descriptive statistics

Standard deviation	0.08013327711
Coefficient of variation (CV)	0.8860669688
Kurtosis	547.4661875
Mean	0.09043704363
Median Absolute Deviation (MAD)	0.0292055456
Skewness	12.60740719
Sum	29190.63588
Variance	0.006421342101
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.08912493136	4	< 0.1%
0.1054491528	2	< 0.1%
0.03824290212	2	< 0.1%
0.03250201824	2	< 0.1%
0.1042342052	2	< 0.1%
0.04622961811	2	< 0.1%
0.03800883424	2	< 0.1%
0.1529887296	2	< 0.1%
0.0590374233	2	< 0.1%
0.1013174955	2	< 0.1%
Other values (319198)	322751	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.02266076487	1	< 0.1%
0.02282897274	1	< 0.1%
0.02310271782	1	< 0.1%
0.02311547278	1	< 0.1%
0.02314455778	1	< 0.1%
0.02323303193	1	< 0.1%
0.02331523775	1	< 0.1%
0.02333767652	1	< 0.1%
0.02339651578	1	< 0.1%
0.02339853652	1	< 0.1%

Value	Count	Frequency (%)
6.429339305	1	< 0.1%
6.232147577	1	< 0.1%
5.301634952	1	< 0.1%
5.275434365	1	< 0.1%
4.705393845	1	< 0.1%
4.126417778	1	< 0.1%
3.92779142	1	< 0.1%
3.885418222	1	< 0.1%
3.802731294	1	< 0.1%
3.736464955	1	< 0.1%

rErr
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	319208
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07348899497

Minimum	0.03485844218
Maximum	7.180163959
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 MiB

Quantile statistics

Minimum	0.03485844218
5-th percentile	0.04587236738
Q1	0.05382458467
median	0.06389599803
Q3	0.0816330393
95-th percentile	0.1338392608
Maximum	7.180163959
Range	7.145305517
Interquartile range (IQR)	0.02780845462

Descriptive statistics

Standard deviation	0.0422274164
Coefficient of variation (CV)	0.5746087073
Kurtosis	7054.017881
Mean	0.07348899497
Median Absolute Deviation (MAD)	0.01212842808
Skewness	55.03254176
Sum	23720.26337
Variance	0.001783154696
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.05969741486	4	< 0.1%
0.07771899697	2	< 0.1%
0.05081076871	2	< 0.1%
0.04610985186	2	< 0.1%
0.08805127314	2	< 0.1%
0.05429979497	2	< 0.1%
0.0475555689	2	< 0.1%
0.1168620691	2	< 0.1%
0.05657002376	2	< 0.1%
0.06814908981	2	< 0.1%
Other values (319198)	322751	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.03485844218	1	< 0.1%
0.03535379817	1	< 0.1%
0.03542247378	1	< 0.1%
0.03582003744	1	< 0.1%
0.03587685256	1	< 0.1%
0.0359197515	1	< 0.1%
0.0359423393	1	< 0.1%
0.03598042238	1	< 0.1%
0.03598916294	1	< 0.1%
0.03607572236	1	< 0.1%

Value	Count	Frequency (%)
7.180163959	1	< 0.1%
6.165068051	1	< 0.1%
5.855121474	1	< 0.1%
4.779347244	1	< 0.1%
4.763801336	1	< 0.1%
4.742747477	1	< 0.1%
4.199696884	1	< 0.1%
4.054225263	1	< 0.1%
3.081155927	1	< 0.1%
2.784959056	1	< 0.1%

iErr
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	319208
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08095603334

Minimum	0.03881203054
Maximum	8.400347923
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 MiB

Quantile statistics

Minimum	0.03881203054
5-th percentile	0.05670971592
Q1	0.06526179428
median	0.07463134987
Q3	0.08888451992
95-th percentile	0.1233465462
Maximum	8.400347923
Range	8.361535893
Interquartile range (IQR)	0.02362272564

Descriptive statistics

Standard deviation	0.04799436577
Coefficient of variation (CV)	0.5928448294
Kurtosis	12336.67803
Mean	0.08095603334
Median Absolute Deviation (MAD)	0.01094209425
Skewness	90.4813831
Sum	26130.42175
Variance	0.002303459146
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.07584420229	4	< 0.1%
0.08010949307	2	< 0.1%
0.06529411125	2	< 0.1%
0.05484251777	2	< 0.1%
0.09859519663	2	< 0.1%
0.0693668594	2	< 0.1%
0.06218602679	2	< 0.1%
0.1131849576	2	< 0.1%
0.06645918173	2	< 0.1%
0.073400088	2	< 0.1%
Other values (319198)	322751	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.03881203054	1	< 0.1%
0.04270086665	1	< 0.1%
0.04301709522	1	< 0.1%
0.04312907944	1	< 0.1%
0.04348102676	1	< 0.1%
0.04363486267	1	< 0.1%
0.04377561951	1	< 0.1%
0.04385961229	1	< 0.1%
0.04397806812	1	< 0.1%
0.04398176805	1	< 0.1%

Value	Count	Frequency (%)
8.400347923	1	< 0.1%
8.038223374	1	< 0.1%
7.864687125	1	< 0.1%
6.48909048	1	< 0.1%
5.962899652	1	< 0.1%
5.953983347	1	< 0.1%
5.799106136	1	< 0.1%
5.697022025	1	< 0.1%
5.422591777	1	< 0.1%
4.829551119	1	< 0.1%

zErr
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	319208
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1168094872

Minimum	0.04474935232
Maximum	29.87530183
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 MiB

Quantile statistics

Minimum	0.04474935232
5-th percentile	0.07541463688
Q1	0.09083066469
median	0.106584126
Q3	0.1293160932
95-th percentile	0.1848991822
Maximum	29.87530183
Range	29.83055248
Interquartile range (IQR)	0.03848542855

Descriptive statistics

Standard deviation	0.08975594519
Coefficient of variation (CV)	0.7683960211
Kurtosis	48683.61816
Mean	0.1168094872
Median Absolute Deviation (MAD)	0.01812983916
Skewness	173.1138733
Sum	37702.94861
Variance	0.008056129696
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1166617016	4	< 0.1%
0.1344127506	2	< 0.1%
0.09536075214	2	< 0.1%
0.07794479662	2	< 0.1%
0.1424054559	2	< 0.1%
0.09076947526	2	< 0.1%
0.08781457829	2	< 0.1%
0.1720696896	2	< 0.1%
0.09949750527	2	< 0.1%
0.0976950293	2	< 0.1%
Other values (319198)	322751	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.04474935232	1	< 0.1%
0.04565870618	1	< 0.1%
0.04893893067	1	< 0.1%
0.04904532431	1	< 0.1%
0.04920480286	1	< 0.1%
0.04923784125	1	< 0.1%
0.04937254716	1	< 0.1%
0.04937580216	1	< 0.1%
0.0493958452	1	< 0.1%
0.04942044052	1	< 0.1%

Value	Count	Frequency (%)
29.87530183	1	< 0.1%
20.34444513	1	< 0.1%
15.39946874	1	< 0.1%
9.034809081	1	< 0.1%
8.540151462	1	< 0.1%
4.74786487	1	< 0.1%
4.196299858	1	< 0.1%
3.807162722	1	< 0.1%
3.493246011	1	< 0.1%
3.492410546	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	ID	u	g	r	i	z	uErr	gErr	rErr	iErr	zErr
0	1237645942905110768	22.373924	20.301023	18.914286	18.431997	18.159517	0.312667	0.053221	0.051427	0.055731	0.075440
1	1237645942905569773	22.497066	20.952272	19.394960	18.853279	18.434809	0.542727	0.115557	0.079184	0.079735	0.109295
2	1237645943978328381	22.678976	21.650578	19.886253	19.214005	18.839323	0.529001	0.153088	0.088523	0.088252	0.112267
3	1237645943978524819	21.032383	18.865986	17.561859	17.133131	16.829306	0.179582	0.040455	0.049065	0.059050	0.074079
4	1237645943978524889	21.576267	20.216810	18.495819	17.974495	17.614441	0.257184	0.067614	0.056028	0.063211	0.076636
5	1237645943978590518	21.165874	19.130669	17.668627	17.227806	16.949409	0.267951	0.055352	0.059208	0.070057	0.091337
6	1237645943978590761	23.827118	22.266033	20.510069	19.850769	19.492815	0.725661	0.199855	0.098939	0.093719	0.125562
7	1237645943978656051	21.894428	20.380268	18.853308	18.346809	17.944668	0.350742	0.076074	0.061399	0.066141	0.161078
8	1237645943978721502	22.077801	20.384060	19.022602	18.587086	18.295713	0.342619	0.065458	0.058150	0.065043	0.079621
9	1237645943978721546	21.390770	20.250340	18.936052	18.488092	18.206268	0.244976	0.073216	0.065740	0.072660	0.089991

Last rows

	ID	u	g	r	i	z	uErr	gErr	rErr	iErr	zErr
322763	1237680530815255780	24.336834	21.418812	19.511326	18.806894	18.356859	1.048435	0.114328	0.078506	0.088951	0.102196
322764	1237680530815713981	23.457827	21.231998	19.377743	18.688829	18.210978	0.960536	0.124057	0.082271	0.093221	0.116708
322765	1237680530816500748	22.759562	21.769369	20.680836	19.656219	19.288139	0.785910	0.217212	0.211030	0.181929	0.238482
322766	1237680530816631981	23.903332	22.321108	20.874950	19.793472	19.283394	1.168363	0.279190	0.206576	0.163526	0.209199
322767	1237680530817418390	22.273611	20.699070	19.874216	19.129982	18.757246	0.719786	0.132274	0.174994	0.186624	0.240496
322768	1237680530817483117	25.541300	21.284241	19.378674	18.579559	18.137300	0.904565	0.217660	0.152072	0.166066	0.193869
322769	1237680530819187411	26.020273	21.844044	20.219097	19.308535	18.892942	0.481163	0.199816	0.142057	0.139065	0.175742
322770	1237680530819253214	22.185659	23.075047	21.338875	20.104506	19.579048	0.287064	0.348883	0.204575	0.146878	0.196234
322771	1237680531354420253	25.849159	22.017805	20.328970	19.440924	18.843649	0.412766	0.221041	0.147098	0.140861	0.159505
322772	1237680531356320501	21.989624	21.693808	20.043190	19.104773	18.551073	0.347256	0.134724	0.104478	0.100372	0.123098

Most frequently occurring

	ID	u	g	r	i	z	uErr	gErr	rErr	iErr	zErr	# duplicates
1731	1237663542602564601	21.026691	18.857670	17.338581	16.840019	16.449909	0.216878	0.089125	0.059697	0.075844	0.116662	4
0	1237645942906028449	21.850529	20.184954	18.965904	18.445271	18.076197	0.581425	0.112205	0.090856	0.087133	0.109643	2
1	1237646796527239852	20.616611	18.674509	17.407104	16.911766	16.574181	0.116371	0.035972	0.053232	0.070018	0.111634	2
2	1237648702970855859	23.434650	21.329880	19.620071	18.842430	18.483221	0.768741	0.122461	0.080214	0.081442	0.107459	2
3	1237648702972625309	23.720266	21.797260	19.910536	19.112181	18.783051	0.787421	0.160122	0.083411	0.080341	0.116465	2
4	1237648702975771001	21.232491	20.077679	18.534039	17.846296	17.406675	0.175936	0.070983	0.065820	0.074197	0.097746	2
5	1237648702981997487	22.862774	21.176657	19.878614	19.159809	18.860010	0.364718	0.082466	0.067082	0.072487	0.091469	2
6	1237648703513690461	21.849968	19.706116	18.333681	17.693560	17.293987	0.271568	0.051402	0.055969	0.062158	0.085211	2
7	1237648703521882879	23.207102	21.386423	19.839506	19.058573	18.665577	0.589911	0.101036	0.072775	0.068403	0.093829	2
8	1237648703524176415	20.684530	19.186924	17.807131	17.327969	16.973257	0.140550	0.047428	0.054187	0.061458	0.081021	2

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring